How to make small objects fall properly with rigid body?
Normally, when simulating for the first time after adjustment, the data needs to be cached. It will look more smoother as expected when playing back from then on.

If this is not the case here, then you can adjust the Speed value located in Rigid Body Worlds panel, which lets you control the speed factor for simulation.